# Loading and cleaning data
ucsb_data <- read.csv('UCSB_pitchlog24.csv')
ucsb_data <- clean_names(ucsb_data)
ucsb_data <- filter(ucsb_data, pitch_result != "")
ucsb_data$inning <- as.numeric(str_split_i(ucsb_data$inn, " ", -1))
team_data <- read.csv('UCI_pitchlog24.csv')
team_data <- clean_names(team_data)
team_data <- filter(team_data, pitch_result != "")
team_data$inning <- as.numeric(str_split_i(team_data$inn, " ", -1))
# Splitting UCSB data
sb_rbi_pitches <- filter(ucsb_data, runs != 0)
sb_two_strikes <- ucsb_data[grep('-2', ucsb_data$count), ]
sb_first_pitch <- ucsb_data[grep('0-0', ucsb_data$count), ]
sb_swings <- ucsb_data[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", ucsb_data$pitch_result), ]
sb_misses <- ucsb_data[grep("Swinging|Missed", ucsb_data$pitch_result), ]
sb_takes <- filter(ucsb_data, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_no_runners <- filter(ucsb_data, man_on1st == 0 & man_on2nd == 0 & man_on3rd == 0)
sb_scoring_pos <- filter(ucsb_data, man_on2nd == 1 | man_on3rd == 1)
sb_no_outs <- filter(ucsb_data, outs == 0)
sb_two_outs <- filter(ucsb_data, outs == 2)
# Splitting other team data
rbi_pitches <- filter(team_data, runs != 0)
two_strikes <- team_data[grep('-2', team_data$count), ]
first_pitch <- team_data[grep('0-0', team_data$count), ]
swings <- team_data[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", team_data$pitch_result), ]
misses <- team_data[grep("Swinging|Missed", team_data$pitch_result), ]
takes <- filter(team_data, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
no_runners <- filter(team_data, man_on1st == 0 & man_on2nd == 0 & man_on3rd == 0)
scoring_pos <- filter(team_data, man_on2nd == 1 | man_on3rd == 1)
no_outs <- filter(team_data, outs == 0)
two_outs <- filter(team_data, outs == 2)
# Function to generate metrics
generate_stats <- function(sit) {
sit_s <- sit[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sit$pitch_result), ]
sit_w <- sit[grep("Swinging|Missed", sit$pitch_result), ]
sit_t <- filter(sit, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
swing_perc <- (count(sit_s)/count(sit))*100
take_perc <- (count(sit_t)/count(sit))*100
whiff_perc <- (count(sit_w)/count(sit_s))*100
sit_off <- filter(sit, px_norm < -1 | px_norm > 1 | pz_norm < -1 | pz_norm > 1)
chase_perc <- (count(sit_off[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", x = sit_off$pitch_result), ])/count(sit_off))*100
sit_in <- filter(sit, px_norm >= -1 & px_norm <= 1 & pz_norm >= -1 & pz_norm <= 1)
sit_ins <- sit_in[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sit_in$pitch_result), ]
inzone_swing_perc <- (count(sit_ins)/count(sit_in))*100
inzone_whiff_perc <- (count(sit_in[grep("Swinging|Missed", sit_in$pitch_result), ])/count(sit_ins))*100
return (c(swing_perc, take_perc, whiff_perc, chase_perc, inzone_swing_perc, inzone_whiff_perc))
}
### d = data, t = type, n = title, c = color
generate_zone <- function(d, t, n, c){
if(count(filter(d, type == t)) > 2) {
ggplot(filter(d, type == t), aes(x = px_norm, y = pz_norm)) +
geom_density_2d(color = 'blue', alpha = 0.3, linewidth=0.7) +
labs(title = n,
x = "Normalized Ball X Axis Location",
y = "Normalized Ball Z Axis Location") +
theme_minimal() +
scale_x_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
scale_y_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
coord_fixed(ratio = 25.2/22.82) +
geom_point(aes(x = px_norm, y = pz_norm), color = c, size = 1, alpha = 0.6) +
geom_segment(aes(x =-1, y = -1, xend = 1, yend = -1)) +
geom_segment(aes(x =-1, y = -1, xend = -1, yend = 1)) +
geom_segment(aes(x =-1, y = 1, xend = 1, yend = 1)) +
geom_segment(aes(x =1, y = -1, xend = 1, yend = 1))
} else {
ggplot(filter(d, type == t), aes(x = px_norm, y = pz_norm)) +
labs(title = n,
x = "Normalized Ball X Axis Location",
y = "Normalized Ball Z Axis Location") +
theme_minimal() +
scale_x_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
scale_y_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
coord_fixed(ratio = 25.2/22.82) +
geom_point(aes(x = px_norm, y = pz_norm), color = c, size = 1, alpha = 0.6) +
geom_segment(aes(x =-1, y = -1, xend = 1, yend = -1)) +
geom_segment(aes(x =-1, y = -1, xend = -1, yend = 1)) +
geom_segment(aes(x =-1, y = 1, xend = 1, yend = 1)) +
geom_segment(aes(x =1, y = -1, xend = 1, yend = 1))
}
}
stats_by_pitch <- function(sit) {
fb <- filter(sit, type=="Fastball")
cb <- filter(sit, type=="Curveball")
sl <- filter(sit, type=="Slider")
ch <- filter(sit, type=="Changeup")
si <- filter(sit, type=="Sinker")
fb_stats <- generate_stats(fb)
cb_stats <- generate_stats(cb)
sl_stats <- generate_stats(sl)
ch_stats <- generate_stats(ch)
si_stats <- generate_stats(sl)
return (c(fb_stats, cb_stats, sl_stats, ch_stats, si_stats))
}
generate_stats <- function(sit) {
sit_s <- sit[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sit$pitch_result), ]
sit_w <- sit[grep("Swinging|Missed", sit$pitch_result), ]
sit_t <- filter(sit, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
swing_perc <- (count(sit_s)/count(sit))*100
take_perc <- (count(sit_t)/count(sit))*100
whiff_perc <- (count(sit_w)/count(sit_s))*100
sit_off <- filter(sit, px_norm < -1 | px_norm > 1 | pz_norm < -1 | pz_norm > 1)
chase_perc <- (count(sit_off[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", x = sit_off$pitch_result), ])/count(sit_off))*100
sit_in <- filter(sit, px_norm >= -1 & px_norm <= 1 & pz_norm >= -1 & pz_norm <= 1)
sit_ins <- sit_in[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sit_in$pitch_result), ]
inzone_swing_perc <- (count(sit_ins)/count(sit_in))*100
inzone_whiff_perc <- (count(sit_in[grep("Swinging|Missed", sit_in$pitch_result), ])/count(sit_ins))*100
return (c(swing_perc, take_perc, whiff_perc, chase_perc, inzone_swing_perc, inzone_whiff_perc))
}
generate_pitch_stats <- function(sit) {
outcomes <- c("Ball", "Foul", "Strike Looking", "Strike Swinging", "Ground Out", "Walk", "Strikeout (Swinging)", "Strike (Swinging)")
pitch_results <- list()
for (pitch_type in unique(sit$type)) {
sit_pitch <- sit[sit$type == pitch_type, ]
pitch_perc <- numeric(length(outcomes))
for (i in seq_along(outcomes)) {
outcome <- outcomes[i]
count_outcome <- sum(sit_pitch$pitch_result == outcome, na.rm = TRUE)
pitch_perc[i] <- round((count_outcome / nrow(sit_pitch)) * 100, 2)
}
pitch_results[[pitch_type]] <- pitch_perc
}
pitch_stats <- data.frame(
Pitch_Type = names(pitch_results),
t(matrix(unlist(pitch_results), nrow = length(outcomes), byrow = TRUE))
)
colnames(pitch_stats)[-1] <- outcomes
return(pitch_stats)
}
pitch_stats_table <- generate_pitch_stats(ucsb_data)
print(pitch_stats_table)
## Pitch_Type Ball Foul Strike Looking Strike Swinging Ground Out Walk
## 1 Fastball 33.92 41.07 39.16 55.56 38.82 35.06
## 2 Curveball 16.73 12.05 12.35 11.11 15.00 17.53
## 3 Slider 16.36 17.86 12.65 0.00 8.53 16.56
## 4 Splitter 6.47 4.46 7.53 0.00 10.29 5.19
## 5 Changeup 2.40 3.57 1.51 0.00 5.00 6.17
## 6 Sinker 4.53 0.89 1.81 0.00 3.82 3.57
## 7 Cutter 2.40 6.25 9.04 11.11 4.12 1.62
## 8 0.00 0.00 0.00 0.00 0.00 0.00
## Strikeout (Swinging) Strike (Swinging)
## 1 31.82 43.90
## 2 13.64 12.20
## 3 22.73 14.63
## 4 13.64 4.88
## 5 0.00 9.76
## 6 0.00 2.44
## 7 13.64 0.00
## 8 0.00 0.00
Scoring Summary
ggplot(data = sb_rbi_pitches, aes(x=ab_result)) +
geom_bar(fill = 'orange') +
labs(title="UCSB",
x = "AB Result") +
scale_x_discrete(limits = c('S','D','T','HR','BB','HBP','IP_OUT','SF','DP','ROFC'))
ggplot(data = rbi_pitches, aes(x=ab_result)) +
geom_bar(fill = 'orange') +
labs(title="Opp",
x ="AB Result") +
scale_x_discrete(limits = c('S','D','T','HR','BB','HBP','IP_OUT','SF','DP','ROFC'))
ggplot(data = sb_rbi_pitches, aes(x=type)) +
geom_bar(fill = 'blue') +
labs(title="UCSB",
x = "Pitch Type")
ggplot(data = rbi_pitches, aes(x=type)) +
geom_bar(fill = 'blue') +
labs(title="Opp",
x = "Pitch Type")
ggplot(data = sb_rbi_pitches, aes(x=inning)) +
geom_bar(fill = 'green') +
labs(title="UCSB") +
scale_x_continuous(limits=c(1,9), breaks=seq(1,9,1))
ggplot(data = rbi_pitches, aes(x=inning)) +
geom_bar(fill = 'green') +
labs(title="Opp") +
scale_x_continuous(limits=c(1,9), breaks=seq(1,9,1))
ggplot(data = sb_rbi_pitches, aes(x=pitch_num_in_ab)) +
geom_bar(fill = 'red') +
labs(title="UCSB")
ggplot(data = rbi_pitches, aes(x=pitch_num_in_ab)) +
geom_bar(fill = 'red') +
labs(title="Opp")
ggplot(data = sb_rbi_pitches, aes(x=count)) +
geom_bar(fill = 'purple') +
labs(title="UCSB")
ggplot(data = rbi_pitches, aes(x=count)) +
geom_bar(fill = 'purple') +
labs(title="Opp")
u <- ggplot(sb_rbi_pitches, aes(x = px_norm, y = pz_norm)) +
geom_density_2d(color = 'blue', alpha = 0.3, linewidth=0.7) +
labs(title = "UCSB RBI pitches",
x = "Normalized Ball X Axis Location",
y = "Normalized Ball Z Axis Location") +
theme_minimal() +
scale_x_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
scale_y_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
coord_fixed(ratio = 25.2/22.82)
u + geom_point(data = sb_rbi_pitches, aes(color = type), size = 1, alpha = 0.6) +
geom_segment(aes(x =-1, y = -1, xend = 1, yend = -1)) +
geom_segment(aes(x =-1, y = -1, xend = -1, yend = 1)) +
geom_segment(aes(x =-1, y = 1, xend = 1, yend = 1)) +
geom_segment(aes(x =1, y = -1, xend = 1, yend = 1))
p <- ggplot(rbi_pitches, aes(x = px_norm, y = pz_norm)) +
geom_density_2d(color = 'blue', alpha = 0.3, linewidth=0.7) +
labs(title = "Opponent RBI Pitches",
x = "Normalized Ball X Axis Location",
y = "Normalized Ball Z Axis Location") +
theme_minimal() +
scale_x_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
scale_y_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
coord_fixed(ratio = 25.2/22.82)
p + geom_point(data = rbi_pitches, aes(color = type), size = 1, alpha = 0.6) +
geom_segment(aes(x =-1, y = -1, xend = 1, yend = -1)) +
geom_segment(aes(x =-1, y = -1, xend = -1, yend = 1)) +
geom_segment(aes(x =-1, y = 1, xend = 1, yend = 1)) +
geom_segment(aes(x =1, y = -1, xend = 1, yend = 1))
Batter Tendencies
sb_stats <- generate_stats(ucsb_data)
team_stats <- generate_stats(team_data)
sb_pitch_stats <- stats_by_pitch(ucsb_data)
pitch_stats <- stats_by_pitch(team_data)
labels <- c("Team", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
labels1 <- c("Type", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
df <- data.frame(Team = c("UCSB", "Opp"),
Swing_Perc = c(sb_stats[[1]], team_stats[[1]]),
Take_Perc = c(sb_stats[[2]], team_stats[[2]]),
Whiff_Perc = c(sb_stats[[3]], team_stats[[3]]),
Chase_Perc = c(sb_stats[[4]], team_stats[[4]]),
Inzone_Swing_Perc = c(sb_stats[[5]], team_stats[[5]]),
Inzone_Whiff_Perc = c(sb_stats[[6]], team_stats[[6]]))
df1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_pitch_stats[[1]], sb_pitch_stats[[7]], sb_pitch_stats[[13]], sb_pitch_stats[[19]], sb_pitch_stats[[25]]),
n2 = c(sb_pitch_stats[[2]], sb_pitch_stats[[8]], sb_pitch_stats[[14]], sb_pitch_stats[[20]], sb_pitch_stats[[26]]),
n3 = c(sb_pitch_stats[[3]], sb_pitch_stats[[9]], sb_pitch_stats[[15]], sb_pitch_stats[[21]], sb_pitch_stats[[27]]),
n4 = c(sb_pitch_stats[[4]], sb_pitch_stats[[10]], sb_pitch_stats[[16]], sb_pitch_stats[[22]], sb_pitch_stats[[28]]),
n5 = c(sb_pitch_stats[[5]], sb_pitch_stats[[11]], sb_pitch_stats[[17]], sb_pitch_stats[[23]], sb_pitch_stats[[29]]),
n6 = c(sb_pitch_stats[[6]], sb_pitch_stats[[12]], sb_pitch_stats[[18]], sb_pitch_stats[[24]], sb_pitch_stats[[30]])
)
df2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(pitch_stats[[1]], pitch_stats[[7]], pitch_stats[[13]], pitch_stats[[19]], pitch_stats[[25]]),
n2 = c(pitch_stats[[2]], pitch_stats[[8]], pitch_stats[[14]], pitch_stats[[20]], pitch_stats[[26]]),
n3 = c(pitch_stats[[3]], pitch_stats[[9]], pitch_stats[[15]], pitch_stats[[21]], pitch_stats[[27]]),
n4 = c(pitch_stats[[4]], pitch_stats[[10]], pitch_stats[[16]], pitch_stats[[22]], pitch_stats[[28]]),
n5 = c(pitch_stats[[5]], pitch_stats[[11]], pitch_stats[[17]], pitch_stats[[23]], pitch_stats[[29]]),
n6 = c(pitch_stats[[6]], pitch_stats[[12]], pitch_stats[[18]], pitch_stats[[24]], pitch_stats[[30]])
)
colnames(df) <- labels
colnames(df1) <- labels1
colnames(df2) <- labels1
kable(df, caption = "Overall Stats", digits=2)
Overall Stats
| UCSB |
42.79 |
57.17 |
25.37 |
28.47 |
72.44 |
17.75 |
| Opp |
37.95 |
62.00 |
18.26 |
21.44 |
66.57 |
9.19 |
kable(df1, caption = "UCSB", digits = 2)
UCSB
| FB |
42.51 |
57.49 |
21.30 |
23.25 |
74.63 |
16.83 |
| CB |
37.50 |
62.50 |
28.57 |
32.70 |
50.00 |
6.25 |
| SL |
43.37 |
56.33 |
38.19 |
34.29 |
68.97 |
18.33 |
| CH |
47.06 |
52.94 |
30.63 |
34.66 |
82.02 |
28.77 |
| SI |
43.37 |
56.33 |
38.19 |
34.29 |
68.97 |
18.33 |
kable(df2, caption = "Opp", digits = 2)
Opp
| FB |
37.72 |
62.28 |
12.22 |
18.49 |
67.45 |
7.89 |
| CB |
28.10 |
71.90 |
20.59 |
13.16 |
52.38 |
9.09 |
| SL |
38.21 |
61.79 |
28.57 |
27.72 |
63.56 |
12.00 |
| CH |
39.19 |
60.81 |
27.59 |
23.81 |
76.74 |
12.12 |
| SI |
38.21 |
61.79 |
28.57 |
27.72 |
63.56 |
12.00 |
All Swings
generate_zone(sb_swings, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(swings, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_swings, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(swings, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_swings, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(swings, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_swings, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(swings, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_swings, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(swings, "Sinker", "Opp Sinkers Swung At", "orange")
All Takes
generate_zone(sb_takes, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(takes, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_takes, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(takes, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_takes, "Slider", "UCSB Sliders Taken", "green")
generate_zone(takes, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_takes, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(takes, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_takes, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(takes, "Sinker", "Opp Sinkers Taken", "orange")
All Misses
generate_zone(sb_misses, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(misses, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_misses, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(misses, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_misses, "Slider", "UCSB Sliders Missed", "green")
generate_zone(misses, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_misses, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(misses, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_misses, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(misses, "Sinker", "Opp Sinkers Missed", "orange")
Runner Situations
sb_no_runners_s <- sb_no_runners[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_no_runners$pitch_result), ]
sb_no_runners_m <- sb_no_runners[grep("Swinging|Missed", sb_no_runners$pitch_result), ]
sb_no_runners_t <- filter(sb_no_runners, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_scoring_pos_s <- sb_scoring_pos[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_scoring_pos$pitch_result), ]
sb_scoring_pos_m <- sb_scoring_pos[grep("Swinging|Missed", sb_scoring_pos$pitch_result), ]
sb_scoring_pos_t <- filter(sb_scoring_pos, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
no_runners_s <- no_runners[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", no_runners$pitch_result), ]
no_runners_m <- no_runners[grep("Swinging|Missed", no_runners$pitch_result), ]
no_runners_t <- filter(no_runners, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
scoring_pos_s <- scoring_pos[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", scoring_pos$pitch_result), ]
scoring_pos_m <- scoring_pos[grep("Swinging|Missed", scoring_pos$pitch_result), ]
scoring_pos_t <- filter(scoring_pos, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_no_runners_stats <- generate_stats(sb_no_runners)
sb_no_runners_pitch_stats <- stats_by_pitch(sb_no_runners)
sb_scoring_pos_stats <- generate_stats(sb_scoring_pos)
sb_scoring_pos_pitch_stats <- stats_by_pitch(sb_scoring_pos)
no_runners_stats <- generate_stats(no_runners)
no_runners_pitch_stats <- stats_by_pitch(no_runners)
scoring_pos_stats <- generate_stats(scoring_pos)
scoring_pos_pitch_stats <- stats_by_pitch(scoring_pos)
labels <- c("Situation", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
sbdf <- data.frame(Situation = c("No Runners", "Scoring Position"),
Swing_Perc = c(sb_no_runners_stats[[1]], sb_scoring_pos_stats[[1]]),
Take_Perc = c(sb_no_runners_stats[[2]], sb_scoring_pos_stats[[2]]),
Whiff_Perc = c(sb_no_runners_stats[[3]], sb_scoring_pos_stats[[3]]),
Chase_Perc = c(sb_no_runners_stats[[4]], sb_scoring_pos_stats[[4]]),
Inzone_Swing_Perc = c(sb_no_runners_stats[[5]], sb_scoring_pos_stats[[5]]),
Inzone_Whiff_Perc = c(sb_no_runners_stats[[6]], sb_scoring_pos_stats[[6]]))
df <- data.frame(Situation = c("No Runners", "Scoring Position"),
Swing_Perc = c(no_runners_stats[[1]], scoring_pos_stats[[1]]),
Take_Perc = c(no_runners_stats[[2]], scoring_pos_stats[[2]]),
Whiff_Perc = c(no_runners_stats[[3]], scoring_pos_stats[[3]]),
Chase_Perc = c(no_runners_stats[[4]], scoring_pos_stats[[4]]),
Inzone_Swing_Perc = c(no_runners_stats[[5]], scoring_pos_stats[[5]]),
Inzone_Whiff_Perc = c(no_runners_stats[[6]], scoring_pos_stats[[6]]))
sbdf1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_no_runners_pitch_stats[[1]], sb_no_runners_pitch_stats[[7]], sb_no_runners_pitch_stats[[13]], sb_no_runners_pitch_stats[[19]], sb_no_runners_pitch_stats[[25]]),
n2 = c(sb_no_runners_pitch_stats[[2]], sb_no_runners_pitch_stats[[8]], sb_no_runners_pitch_stats[[14]], sb_no_runners_pitch_stats[[20]], sb_no_runners_pitch_stats[[26]]),
n3 = c(sb_no_runners_pitch_stats[[3]], sb_no_runners_pitch_stats[[9]], sb_no_runners_pitch_stats[[15]], sb_no_runners_pitch_stats[[21]], sb_no_runners_pitch_stats[[27]]),
n4 = c(sb_no_runners_pitch_stats[[4]], sb_no_runners_pitch_stats[[10]], sb_no_runners_pitch_stats[[16]], sb_no_runners_pitch_stats[[22]], sb_no_runners_pitch_stats[[28]]),
n5 = c(sb_no_runners_pitch_stats[[5]], sb_no_runners_pitch_stats[[11]], sb_no_runners_pitch_stats[[17]], sb_no_runners_pitch_stats[[23]], sb_no_runners_pitch_stats[[29]]),
n6 = c(sb_no_runners_pitch_stats[[6]], sb_no_runners_pitch_stats[[12]], sb_no_runners_pitch_stats[[18]], sb_no_runners_pitch_stats[[24]], sb_no_runners_pitch_stats[[30]])
)
df1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(no_runners_pitch_stats[[1]], no_runners_pitch_stats[[7]], no_runners_pitch_stats[[13]], no_runners_pitch_stats[[19]], no_runners_pitch_stats[[25]]),
n2 = c(no_runners_pitch_stats[[2]], no_runners_pitch_stats[[8]], no_runners_pitch_stats[[14]], no_runners_pitch_stats[[20]], no_runners_pitch_stats[[26]]),
n3 = c(no_runners_pitch_stats[[3]], no_runners_pitch_stats[[9]], no_runners_pitch_stats[[15]], no_runners_pitch_stats[[21]], no_runners_pitch_stats[[27]]),
n4 = c(no_runners_pitch_stats[[4]], no_runners_pitch_stats[[10]], no_runners_pitch_stats[[16]], no_runners_pitch_stats[[22]], no_runners_pitch_stats[[28]]),
n5 = c(no_runners_pitch_stats[[5]], no_runners_pitch_stats[[11]], no_runners_pitch_stats[[17]], no_runners_pitch_stats[[23]], no_runners_pitch_stats[[29]]),
n6 = c(no_runners_pitch_stats[[6]], no_runners_pitch_stats[[12]], no_runners_pitch_stats[[18]], no_runners_pitch_stats[[24]], no_runners_pitch_stats[[30]])
)
sbdf2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_scoring_pos_pitch_stats[[1]], sb_scoring_pos_pitch_stats[[7]], sb_scoring_pos_pitch_stats[[13]], sb_scoring_pos_pitch_stats[[19]], sb_scoring_pos_pitch_stats[[25]]),
n2 = c(sb_scoring_pos_pitch_stats[[2]], sb_scoring_pos_pitch_stats[[8]], sb_scoring_pos_pitch_stats[[14]], sb_scoring_pos_pitch_stats[[20]], sb_scoring_pos_pitch_stats[[26]]),
n3 = c(sb_scoring_pos_pitch_stats[[3]], sb_scoring_pos_pitch_stats[[9]], sb_scoring_pos_pitch_stats[[15]], sb_scoring_pos_pitch_stats[[21]], sb_scoring_pos_pitch_stats[[27]]),
n4 = c(sb_scoring_pos_pitch_stats[[4]], sb_scoring_pos_pitch_stats[[10]], sb_scoring_pos_pitch_stats[[16]], sb_scoring_pos_pitch_stats[[22]], sb_scoring_pos_pitch_stats[[28]]),
n5 = c(sb_scoring_pos_pitch_stats[[5]], sb_scoring_pos_pitch_stats[[11]], sb_scoring_pos_pitch_stats[[17]], sb_scoring_pos_pitch_stats[[23]], sb_scoring_pos_pitch_stats[[29]]),
n6 = c(sb_scoring_pos_pitch_stats[[6]], sb_scoring_pos_pitch_stats[[12]], sb_scoring_pos_pitch_stats[[18]], sb_scoring_pos_pitch_stats[[24]], sb_scoring_pos_pitch_stats[[30]])
)
df2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(scoring_pos_pitch_stats[[1]], scoring_pos_pitch_stats[[7]], scoring_pos_pitch_stats[[13]], scoring_pos_pitch_stats[[19]], scoring_pos_pitch_stats[[25]]),
n2 = c(scoring_pos_pitch_stats[[2]], scoring_pos_pitch_stats[[8]], scoring_pos_pitch_stats[[14]], scoring_pos_pitch_stats[[20]], scoring_pos_pitch_stats[[26]]),
n3 = c(scoring_pos_pitch_stats[[3]], scoring_pos_pitch_stats[[9]], scoring_pos_pitch_stats[[15]], scoring_pos_pitch_stats[[21]], scoring_pos_pitch_stats[[27]]),
n4 = c(scoring_pos_pitch_stats[[4]], scoring_pos_pitch_stats[[10]], scoring_pos_pitch_stats[[16]], scoring_pos_pitch_stats[[22]], scoring_pos_pitch_stats[[28]]),
n5 = c(scoring_pos_pitch_stats[[5]], scoring_pos_pitch_stats[[11]], scoring_pos_pitch_stats[[17]], scoring_pos_pitch_stats[[23]], scoring_pos_pitch_stats[[29]]),
n6 = c(scoring_pos_pitch_stats[[6]], scoring_pos_pitch_stats[[12]], scoring_pos_pitch_stats[[18]], scoring_pos_pitch_stats[[24]], scoring_pos_pitch_stats[[30]])
)
colnames(sbdf) <- labels
colnames(df) <- labels
colnames(sbdf1) <- labels1
colnames(df1) <- labels1
colnames(sbdf2) <- labels1
colnames(df2) <- labels1
kable(sbdf, caption = "UCSB Runner Situations", digits = 2)
UCSB Runner Situations
| No Runners |
43.28 |
56.62 |
25.16 |
29.97 |
70.19 |
17.46 |
| Scoring Position |
41.07 |
58.93 |
26.59 |
26.68 |
72.73 |
17.39 |
kable(df, caption = "Opp Runner Situations", digits = 2)
Opp Runner Situations
| No Runners |
36.62 |
63.38 |
17.03 |
20.70 |
63.84 |
8.37 |
| Scoring Position |
39.40 |
60.60 |
19.86 |
22.77 |
70.17 |
8.98 |
kable(sbdf1, caption = "UCSB No Runners", digits = 2)
UCSB No Runners
| FB |
44.40 |
55.60 |
21.37 |
28.06 |
72.92 |
16.43 |
| CB |
32.99 |
67.01 |
28.12 |
28.99 |
42.86 |
8.33 |
| SL |
44.19 |
55.04 |
33.33 |
34.41 |
69.44 |
8.00 |
| CH |
49.66 |
50.34 |
35.14 |
36.45 |
83.33 |
37.14 |
| SI |
44.19 |
55.04 |
33.33 |
34.41 |
69.44 |
8.00 |
kable(df1, caption = "Opp No Runners", digits = 2)
Opp No Runners
| FB |
35.05 |
64.95 |
11.52 |
16.82 |
63.55 |
8.09 |
| CB |
26.92 |
73.08 |
35.71 |
16.22 |
53.33 |
12.50 |
| SL |
36.42 |
63.58 |
19.05 |
23.73 |
63.64 |
5.71 |
| CH |
46.97 |
53.03 |
29.03 |
33.33 |
76.19 |
6.25 |
| SI |
36.42 |
63.58 |
19.05 |
23.73 |
63.64 |
5.71 |
kable(sbdf2, caption = "UCSB Scoring Position", digits = 2)
UCSB Scoring Position
| FB |
41.19 |
58.81 |
22.46 |
20.00 |
74.62 |
15.46 |
| CB |
35.63 |
64.37 |
25.81 |
31.75 |
47.83 |
0.00 |
| SL |
38.57 |
61.43 |
46.30 |
30.28 |
67.74 |
28.57 |
| CH |
41.98 |
58.02 |
23.64 |
30.61 |
75.76 |
20.00 |
| SI |
38.57 |
61.43 |
46.30 |
30.28 |
67.74 |
28.57 |
kable(df2, caption = "Opp Scoring Position", digits = 2)
Opp Scoring Position
| FB |
39.95 |
60.05 |
11.83 |
20.16 |
72.05 |
7.76 |
| CB |
26.83 |
73.17 |
0.00 |
8.70 |
46.67 |
0.00 |
| SL |
41.94 |
58.06 |
35.38 |
32.46 |
68.29 |
10.71 |
| CH |
34.55 |
65.45 |
36.84 |
19.51 |
78.57 |
27.27 |
| SI |
41.94 |
58.06 |
35.38 |
32.46 |
68.29 |
10.71 |
No Runners
Swings
generate_zone(sb_no_runners_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(no_runners_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_no_runners_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(no_runners_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_no_runners_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(no_runners_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_no_runners_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(no_runners_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_no_runners_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(no_runners_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_no_runners_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(no_runners_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_no_runners_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(no_runners_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_no_runners_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(no_runners_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_no_runners_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(no_runners_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_no_runners_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(no_runners_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_no_runners_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(no_runners_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_no_runners_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(no_runners_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_no_runners_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(no_runners_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_no_runners_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(no_runners_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_no_runners_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(no_runners_m, "Sinker", "Opp Sinkers Missed", "orange")
Scoring Position
Swings
generate_zone(sb_scoring_pos_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(scoring_pos_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_scoring_pos_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(scoring_pos_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_scoring_pos_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(scoring_pos_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_scoring_pos_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(scoring_pos_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_scoring_pos_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(scoring_pos_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_scoring_pos_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(scoring_pos_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_scoring_pos_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(scoring_pos_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_scoring_pos_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(scoring_pos_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_scoring_pos_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(scoring_pos_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_scoring_pos_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(scoring_pos_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_scoring_pos_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(scoring_pos_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_scoring_pos_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(scoring_pos_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_scoring_pos_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(scoring_pos_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_scoring_pos_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(scoring_pos_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_scoring_pos_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(scoring_pos_m, "Sinker", "Opp Sinkers Missed", "orange")
Out Situation
sb_no_outs_s <- sb_no_outs[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_no_outs$pitch_result), ]
sb_no_outs_m <- sb_no_outs[grep("Swinging|Missed", sb_no_outs$pitch_result), ]
sb_no_outs_t <- filter(sb_no_outs, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_two_outs_s <- sb_two_outs[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_two_outs$pitch_result), ]
sb_two_outs_m <- sb_two_outs[grep("Swinging|Missed", sb_two_outs$pitch_result), ]
sb_two_outs_t <- filter(sb_two_outs, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
no_outs_s <- no_outs[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", no_outs$pitch_result), ]
no_outs_m <- no_outs[grep("Swinging|Missed", no_outs$pitch_result), ]
no_outs_t <- filter(no_outs, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
two_outs_s <- two_outs[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", two_outs$pitch_result), ]
two_outs_m <- two_outs[grep("Swinging|Missed", two_outs$pitch_result), ]
two_outs_t <- filter(two_outs, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_no_outs_stats <- generate_stats(sb_no_outs)
sb_no_outs_pitch_stats <- stats_by_pitch(sb_no_outs)
sb_two_outs_stats <- generate_stats(sb_two_outs)
sb_two_outs_pitch_stats <- stats_by_pitch(sb_two_outs)
no_outs_stats <- generate_stats(no_outs)
no_outs_pitch_stats <- stats_by_pitch(no_outs)
two_outs_stats <- generate_stats(two_outs)
two_outs_pitch_stats <- stats_by_pitch(two_outs)
labels <- c("Situation", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
sbdf <- data.frame(Situation = c("No Outs", "Two Outs"),
Swing_Perc = c(sb_no_outs_stats[[1]], sb_two_outs_stats[[1]]),
Take_Perc = c(sb_no_outs_stats[[2]], sb_two_outs_stats[[2]]),
Whiff_Perc = c(sb_no_outs_stats[[3]], sb_two_outs_stats[[3]]),
Chase_Perc = c(sb_no_outs_stats[[4]], sb_two_outs_stats[[4]]),
Inzone_Swing_Perc = c(sb_no_outs_stats[[5]], sb_two_outs_stats[[5]]),
Inzone_Whiff_Perc = c(sb_no_outs_stats[[6]], sb_two_outs_stats[[6]]))
df <- data.frame(Situation = c("No Outs", "Two Outs"),
Swing_Perc = c(no_outs_stats[[1]], two_outs_stats[[1]]),
Take_Perc = c(no_outs_stats[[2]], two_outs_stats[[2]]),
Whiff_Perc = c(no_outs_stats[[3]], two_outs_stats[[3]]),
Chase_Perc = c(no_outs_stats[[4]], two_outs_stats[[4]]),
Inzone_Swing_Perc = c(no_outs_stats[[5]], two_outs_stats[[5]]),
Inzone_Whiff_Perc = c(no_outs_stats[[6]], two_outs_stats[[6]]))
sbdf1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_no_outs_pitch_stats[[1]], sb_no_outs_pitch_stats[[7]], sb_no_outs_pitch_stats[[13]], sb_no_outs_pitch_stats[[19]], sb_no_outs_pitch_stats[[25]]),
n2 = c(sb_no_outs_pitch_stats[[2]], sb_no_outs_pitch_stats[[8]], sb_no_outs_pitch_stats[[14]], sb_no_outs_pitch_stats[[20]], sb_no_outs_pitch_stats[[26]]),
n3 = c(sb_no_outs_pitch_stats[[3]], sb_no_outs_pitch_stats[[9]], sb_no_outs_pitch_stats[[15]], sb_no_outs_pitch_stats[[21]], sb_no_outs_pitch_stats[[27]]),
n4 = c(sb_no_outs_pitch_stats[[4]], sb_no_outs_pitch_stats[[10]], sb_no_outs_pitch_stats[[16]], sb_no_outs_pitch_stats[[22]], sb_no_outs_pitch_stats[[28]]),
n5 = c(sb_no_outs_pitch_stats[[5]], sb_no_outs_pitch_stats[[11]], sb_no_outs_pitch_stats[[17]], sb_no_outs_pitch_stats[[23]], sb_no_outs_pitch_stats[[29]]),
n6 = c(sb_no_outs_pitch_stats[[6]], sb_no_outs_pitch_stats[[12]], sb_no_outs_pitch_stats[[18]], sb_no_outs_pitch_stats[[24]], sb_no_outs_pitch_stats[[30]])
)
df1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(no_outs_pitch_stats[[1]], no_outs_pitch_stats[[7]], no_outs_pitch_stats[[13]], no_outs_pitch_stats[[19]], no_outs_pitch_stats[[25]]),
n2 = c(no_outs_pitch_stats[[2]], no_outs_pitch_stats[[8]], no_outs_pitch_stats[[14]], no_outs_pitch_stats[[20]], no_outs_pitch_stats[[26]]),
n3 = c(no_outs_pitch_stats[[3]], no_outs_pitch_stats[[9]], no_outs_pitch_stats[[15]], no_outs_pitch_stats[[21]], no_outs_pitch_stats[[27]]),
n4 = c(no_outs_pitch_stats[[4]], no_outs_pitch_stats[[10]], no_outs_pitch_stats[[16]], no_outs_pitch_stats[[22]], no_outs_pitch_stats[[28]]),
n5 = c(no_outs_pitch_stats[[5]], no_outs_pitch_stats[[11]], no_outs_pitch_stats[[17]], no_outs_pitch_stats[[23]], no_outs_pitch_stats[[29]]),
n6 = c(no_outs_pitch_stats[[6]], no_outs_pitch_stats[[12]], no_outs_pitch_stats[[18]], no_outs_pitch_stats[[24]], no_outs_pitch_stats[[30]])
)
sbdf2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_two_outs_pitch_stats[[1]], sb_two_outs_pitch_stats[[7]], sb_two_outs_pitch_stats[[13]], sb_two_outs_pitch_stats[[19]], sb_two_outs_pitch_stats[[25]]),
n2 = c(sb_two_outs_pitch_stats[[2]], sb_two_outs_pitch_stats[[8]], sb_two_outs_pitch_stats[[14]], sb_two_outs_pitch_stats[[20]], sb_two_outs_pitch_stats[[26]]),
n3 = c(sb_two_outs_pitch_stats[[3]], sb_two_outs_pitch_stats[[9]], sb_two_outs_pitch_stats[[15]], sb_two_outs_pitch_stats[[21]], sb_two_outs_pitch_stats[[27]]),
n4 = c(sb_two_outs_pitch_stats[[4]], sb_two_outs_pitch_stats[[10]], sb_two_outs_pitch_stats[[16]], sb_two_outs_pitch_stats[[22]], sb_two_outs_pitch_stats[[28]]),
n5 = c(sb_two_outs_pitch_stats[[5]], sb_two_outs_pitch_stats[[11]], sb_two_outs_pitch_stats[[17]], sb_two_outs_pitch_stats[[23]], sb_two_outs_pitch_stats[[29]]),
n6 = c(sb_two_outs_pitch_stats[[6]], sb_two_outs_pitch_stats[[12]], sb_two_outs_pitch_stats[[18]], sb_two_outs_pitch_stats[[24]], sb_two_outs_pitch_stats[[30]])
)
df2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(two_outs_pitch_stats[[1]], two_outs_pitch_stats[[7]], two_outs_pitch_stats[[13]], two_outs_pitch_stats[[19]], two_outs_pitch_stats[[25]]),
n2 = c(two_outs_pitch_stats[[2]], two_outs_pitch_stats[[8]], two_outs_pitch_stats[[14]], two_outs_pitch_stats[[20]], two_outs_pitch_stats[[26]]),
n3 = c(two_outs_pitch_stats[[3]], two_outs_pitch_stats[[9]], two_outs_pitch_stats[[15]], two_outs_pitch_stats[[21]], two_outs_pitch_stats[[27]]),
n4 = c(two_outs_pitch_stats[[4]], two_outs_pitch_stats[[10]], two_outs_pitch_stats[[16]], two_outs_pitch_stats[[22]], two_outs_pitch_stats[[28]]),
n5 = c(two_outs_pitch_stats[[5]], two_outs_pitch_stats[[11]], two_outs_pitch_stats[[17]], two_outs_pitch_stats[[23]], two_outs_pitch_stats[[29]]),
n6 = c(two_outs_pitch_stats[[6]], two_outs_pitch_stats[[12]], two_outs_pitch_stats[[18]], two_outs_pitch_stats[[24]], two_outs_pitch_stats[[30]])
)
colnames(sbdf) <- labels
colnames(df) <- labels
colnames(sbdf1) <- labels1
colnames(df1) <- labels1
colnames(sbdf2) <- labels1
colnames(df2) <- labels1
kable(sbdf, caption = "UCSB Out Situations", digits = 2)
UCSB Out Situations
| No Outs |
41.45 |
58.43 |
23.73 |
27.71 |
72.52 |
15.26 |
| Two Outs |
43.24 |
56.76 |
25.73 |
26.96 |
74.07 |
20.00 |
kable(df, caption = "Opp Out Situations", digits = 2)
Opp Out Situations
| No Outs |
37.36 |
62.64 |
15.55 |
20.21 |
65.37 |
8.61 |
| Two Outs |
36.35 |
63.65 |
18.78 |
20.37 |
67.41 |
7.95 |
kable(sbdf1, caption = "UCSB No Outs", digits = 2)
UCSB No Outs
| FB |
40.39 |
59.61 |
20.73 |
21.67 |
75.35 |
16.82 |
| CB |
39.02 |
60.98 |
28.12 |
35.09 |
48.00 |
0.00 |
| SL |
42.73 |
56.36 |
34.04 |
36.05 |
66.67 |
0.00 |
| CH |
49.12 |
50.88 |
30.36 |
36.78 |
88.89 |
25.00 |
| SI |
42.73 |
56.36 |
34.04 |
36.05 |
66.67 |
0.00 |
kable(df1, caption = "Opp No Outs", digits = 2)
Opp No Outs
| FB |
37.11 |
62.89 |
14.29 |
19.59 |
64.24 |
9.43 |
| CB |
45.83 |
54.17 |
18.18 |
16.67 |
77.78 |
0.00 |
| SL |
31.09 |
68.91 |
21.62 |
19.77 |
60.61 |
5.00 |
| CH |
42.00 |
58.00 |
14.29 |
29.41 |
68.75 |
0.00 |
| SI |
31.09 |
68.91 |
21.62 |
19.77 |
60.61 |
5.00 |
kable(sbdf2, caption = "UCSB Two Outs", digits = 2)
UCSB Two Outs
| FB |
43.70 |
56.30 |
19.46 |
21.03 |
73.97 |
14.81 |
| CB |
34.29 |
65.71 |
25.00 |
27.08 |
50.00 |
9.09 |
| SL |
44.92 |
55.08 |
43.40 |
34.52 |
70.59 |
33.33 |
| CH |
42.55 |
57.45 |
31.67 |
28.30 |
85.71 |
30.00 |
| SI |
44.92 |
55.08 |
43.40 |
34.52 |
70.59 |
33.33 |
kable(df2, caption = "Opp Two Outs", digits = 2)
Opp Two Outs
| FB |
35.57 |
64.43 |
9.79 |
15.29 |
72.03 |
6.80 |
| CB |
22.50 |
77.50 |
11.11 |
12.00 |
40.00 |
0.00 |
| SL |
39.04 |
60.96 |
31.58 |
32.04 |
55.81 |
12.50 |
| CH |
34.55 |
65.45 |
36.84 |
20.00 |
73.33 |
18.18 |
| SI |
39.04 |
60.96 |
31.58 |
32.04 |
55.81 |
12.50 |
0 Outs
Swings
generate_zone(sb_no_outs_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(no_outs_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_no_outs_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(no_outs_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_no_outs_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(no_outs_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_no_outs_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(no_outs_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_no_outs_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(no_outs_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_no_outs_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(no_outs_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_no_outs_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(no_outs_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_no_outs_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(no_outs_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_no_outs_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(no_outs_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_no_outs_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(no_outs_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_no_outs_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(no_outs_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_no_outs_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(no_outs_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_no_outs_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(no_outs_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_no_outs_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(no_outs_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_no_outs_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(no_outs_m, "Sinker", "Opp Sinkers Missed", "orange")
2 Outs
Swings
generate_zone(sb_two_outs_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(two_outs_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_two_outs_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(two_outs_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_two_outs_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(two_outs_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_two_outs_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(two_outs_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_two_outs_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(two_outs_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_two_outs_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(two_outs_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_two_outs_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(two_outs_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_two_outs_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(two_outs_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_two_outs_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(two_outs_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_two_outs_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(two_outs_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_two_outs_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(two_outs_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_two_outs_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(two_outs_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_two_outs_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(two_outs_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_two_outs_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(two_outs_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_two_outs_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(two_outs_m, "Sinker", "Opp Sinkers Missed", "orange")
Count Situation
sb_first_pitch_s <- sb_first_pitch[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_first_pitch$pitch_result), ]
sb_first_pitch_m <- sb_first_pitch[grep("Swinging|Missed", sb_first_pitch$pitch_result), ]
sb_first_pitch_t <- filter(sb_first_pitch, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_two_strikes_s <- sb_two_strikes[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_two_strikes$pitch_result), ]
sb_two_strikes_m <- sb_two_strikes[grep("Swinging|Missed", sb_two_strikes$pitch_result), ]
sb_two_strikes_t <- filter(sb_two_strikes, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
first_pitch_s <- first_pitch[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", first_pitch$pitch_result), ]
first_pitch_m <- first_pitch[grep("Swinging|Missed", first_pitch$pitch_result), ]
first_pitch_t <- filter(first_pitch, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
two_strikes_s <- two_strikes[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", two_strikes$pitch_result), ]
two_strikes_m <- two_strikes[grep("Swinging|Missed", two_strikes$pitch_result), ]
two_strikes_t <- filter(two_strikes, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_first_pitch_stats <- generate_stats(sb_first_pitch)
sb_first_pitch_pitch_stats <- stats_by_pitch(sb_first_pitch)
sb_two_strikes_stats <- generate_stats(sb_two_strikes)
sb_two_strikes_pitch_stats <- stats_by_pitch(sb_two_strikes)
first_pitch_stats <- generate_stats(first_pitch)
first_pitch_pitch_stats <- stats_by_pitch(first_pitch)
two_strikes_stats <- generate_stats(two_strikes)
two_strikes_pitch_stats <- stats_by_pitch(two_strikes)
labels <- c("Situation", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
sbdf <- data.frame(Situation = c("0-0", "2 Strikes"),
Swing_Perc = c(sb_first_pitch_stats[[1]], sb_two_strikes_stats[[1]]),
Take_Perc = c(sb_first_pitch_stats[[2]], sb_two_strikes_stats[[2]]),
Whiff_Perc = c(sb_first_pitch_stats[[3]], sb_two_strikes_stats[[3]]),
Chase_Perc = c(sb_first_pitch_stats[[4]], sb_two_strikes_stats[[4]]),
Inzone_Swing_Perc = c(sb_first_pitch_stats[[5]], sb_two_strikes_stats[[5]]),
Inzone_Whiff_Perc = c(sb_first_pitch_stats[[6]], sb_two_strikes_stats[[6]]))
df <- data.frame(Situation = c("0-0", "2 Strikes"),
Swing_Perc = c(first_pitch_stats[[1]], two_strikes_stats[[1]]),
Take_Perc = c(first_pitch_stats[[2]], two_strikes_stats[[2]]),
Whiff_Perc = c(first_pitch_stats[[3]], two_strikes_stats[[3]]),
Chase_Perc = c(first_pitch_stats[[4]], two_strikes_stats[[4]]),
Inzone_Swing_Perc = c(first_pitch_stats[[5]], two_strikes_stats[[5]]),
Inzone_Whiff_Perc = c(first_pitch_stats[[6]], two_strikes_stats[[6]]))
sbdf1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_first_pitch_pitch_stats[[1]], sb_first_pitch_pitch_stats[[7]], sb_first_pitch_pitch_stats[[13]], sb_first_pitch_pitch_stats[[19]], sb_first_pitch_pitch_stats[[25]]),
n2 = c(sb_first_pitch_pitch_stats[[2]], sb_first_pitch_pitch_stats[[8]], sb_first_pitch_pitch_stats[[14]], sb_first_pitch_pitch_stats[[20]], sb_first_pitch_pitch_stats[[26]]),
n3 = c(sb_first_pitch_pitch_stats[[3]], sb_first_pitch_pitch_stats[[9]], sb_first_pitch_pitch_stats[[15]], sb_first_pitch_pitch_stats[[21]], sb_first_pitch_pitch_stats[[27]]),
n4 = c(sb_first_pitch_pitch_stats[[4]], sb_first_pitch_pitch_stats[[10]], sb_first_pitch_pitch_stats[[16]], sb_first_pitch_pitch_stats[[22]], sb_first_pitch_pitch_stats[[28]]),
n5 = c(sb_first_pitch_pitch_stats[[5]], sb_first_pitch_pitch_stats[[11]], sb_first_pitch_pitch_stats[[17]], sb_first_pitch_pitch_stats[[23]], sb_first_pitch_pitch_stats[[29]]),
n6 = c(sb_first_pitch_pitch_stats[[6]], sb_first_pitch_pitch_stats[[12]], sb_first_pitch_pitch_stats[[18]], sb_first_pitch_pitch_stats[[24]], sb_first_pitch_pitch_stats[[30]])
)
df1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(first_pitch_pitch_stats[[1]], first_pitch_pitch_stats[[7]], first_pitch_pitch_stats[[13]], first_pitch_pitch_stats[[19]], first_pitch_pitch_stats[[25]]),
n2 = c(first_pitch_pitch_stats[[2]], first_pitch_pitch_stats[[8]], first_pitch_pitch_stats[[14]], first_pitch_pitch_stats[[20]], first_pitch_pitch_stats[[26]]),
n3 = c(first_pitch_pitch_stats[[3]], first_pitch_pitch_stats[[9]], first_pitch_pitch_stats[[15]], first_pitch_pitch_stats[[21]], first_pitch_pitch_stats[[27]]),
n4 = c(first_pitch_pitch_stats[[4]], first_pitch_pitch_stats[[10]], first_pitch_pitch_stats[[16]], first_pitch_pitch_stats[[22]], first_pitch_pitch_stats[[28]]),
n5 = c(first_pitch_pitch_stats[[5]], first_pitch_pitch_stats[[11]], first_pitch_pitch_stats[[17]], first_pitch_pitch_stats[[23]], first_pitch_pitch_stats[[29]]),
n6 = c(first_pitch_pitch_stats[[6]], first_pitch_pitch_stats[[12]], first_pitch_pitch_stats[[18]], first_pitch_pitch_stats[[24]], first_pitch_pitch_stats[[30]])
)
sbdf2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_two_strikes_pitch_stats[[1]], sb_two_strikes_pitch_stats[[7]], sb_two_strikes_pitch_stats[[13]], sb_two_strikes_pitch_stats[[19]], sb_two_strikes_pitch_stats[[25]]),
n2 = c(sb_two_strikes_pitch_stats[[2]], sb_two_strikes_pitch_stats[[8]], sb_two_strikes_pitch_stats[[14]], sb_two_strikes_pitch_stats[[20]], sb_two_strikes_pitch_stats[[26]]),
n3 = c(sb_two_strikes_pitch_stats[[3]], sb_two_strikes_pitch_stats[[9]], sb_two_strikes_pitch_stats[[15]], sb_two_strikes_pitch_stats[[21]], sb_two_strikes_pitch_stats[[27]]),
n4 = c(sb_two_strikes_pitch_stats[[4]], sb_two_strikes_pitch_stats[[10]], sb_two_strikes_pitch_stats[[16]], sb_two_strikes_pitch_stats[[22]], sb_two_strikes_pitch_stats[[28]]),
n5 = c(sb_two_strikes_pitch_stats[[5]], sb_two_strikes_pitch_stats[[11]], sb_two_strikes_pitch_stats[[17]], sb_two_strikes_pitch_stats[[23]], sb_two_strikes_pitch_stats[[29]]),
n6 = c(sb_two_strikes_pitch_stats[[6]], sb_two_strikes_pitch_stats[[12]], sb_two_strikes_pitch_stats[[18]], sb_two_strikes_pitch_stats[[24]], sb_two_strikes_pitch_stats[[30]])
)
df2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(two_strikes_pitch_stats[[1]], two_strikes_pitch_stats[[7]], two_strikes_pitch_stats[[13]], two_strikes_pitch_stats[[19]], two_strikes_pitch_stats[[25]]),
n2 = c(two_strikes_pitch_stats[[2]], two_strikes_pitch_stats[[8]], two_strikes_pitch_stats[[14]], two_strikes_pitch_stats[[20]], two_strikes_pitch_stats[[26]]),
n3 = c(two_strikes_pitch_stats[[3]], two_strikes_pitch_stats[[9]], two_strikes_pitch_stats[[15]], two_strikes_pitch_stats[[21]], two_strikes_pitch_stats[[27]]),
n4 = c(two_strikes_pitch_stats[[4]], two_strikes_pitch_stats[[10]], two_strikes_pitch_stats[[16]], two_strikes_pitch_stats[[22]], two_strikes_pitch_stats[[28]]),
n5 = c(two_strikes_pitch_stats[[5]], two_strikes_pitch_stats[[11]], two_strikes_pitch_stats[[17]], two_strikes_pitch_stats[[23]], two_strikes_pitch_stats[[29]]),
n6 = c(two_strikes_pitch_stats[[6]], two_strikes_pitch_stats[[12]], two_strikes_pitch_stats[[18]], two_strikes_pitch_stats[[24]], two_strikes_pitch_stats[[30]])
)
colnames(sbdf) <- labels
colnames(df) <- labels
colnames(sbdf1) <- labels1
colnames(df1) <- labels1
colnames(sbdf2) <- labels1
colnames(df2) <- labels1
kable(sbdf, caption = "UCSB Count Situations", digits = 2)
UCSB Count Situations
| 0-0 |
29.25 |
70.59 |
29.05 |
16.37 |
54.73 |
23.64 |
| 2 Strikes |
57.82 |
42.18 |
27.35 |
46.51 |
91.95 |
13.14 |
kable(df, caption = "Opp Count Situations", digits = 2)
Opp Count Situations
| 0-0 |
21.07 |
78.93 |
21.82 |
12.83 |
37.20 |
11.48 |
| 2 Strikes |
58.60 |
41.19 |
19.20 |
36.24 |
95.38 |
10.91 |
kable(sbdf1, caption = "UCSB First Pitch", digits = 2)
UCSB First Pitch
| FB |
31.54 |
68.46 |
29.79 |
14.51 |
64.08 |
24.24 |
| CB |
15.15 |
84.85 |
30.00 |
18.60 |
8.70 |
0.00 |
| SL |
18.46 |
80.00 |
41.67 |
14.58 |
29.41 |
0.00 |
| CH |
35.82 |
64.18 |
29.17 |
23.40 |
65.00 |
38.46 |
| SI |
18.46 |
80.00 |
41.67 |
14.58 |
29.41 |
0.00 |
kable(df1, caption = "Opp First Pitch", digits = 2)
Opp First Pitch
| FB |
20.88 |
79.12 |
15.49 |
9.91 |
40.16 |
10.20 |
| CB |
7.41 |
92.59 |
0.00 |
0.00 |
16.67 |
0.00 |
| SL |
21.59 |
78.41 |
31.58 |
19.35 |
26.92 |
14.29 |
| CH |
23.81 |
76.19 |
40.00 |
19.44 |
50.00 |
33.33 |
| SI |
21.59 |
78.41 |
31.58 |
19.35 |
26.92 |
14.29 |
kable(sbdf2, caption = "UCSB Two Strikes", digits = 2)
UCSB Two Strikes
| FB |
57.67 |
42.33 |
20.97 |
41.13 |
89.04 |
12.31 |
| CB |
55.26 |
44.74 |
33.33 |
46.03 |
100.00 |
0.00 |
| SL |
61.65 |
38.35 |
36.59 |
52.43 |
93.33 |
14.29 |
| CH |
54.95 |
45.05 |
28.00 |
48.05 |
92.86 |
15.38 |
| SI |
61.65 |
38.35 |
36.59 |
52.43 |
93.33 |
14.29 |
kable(df2, caption = "Opp Two Strikes", digits = 2)
Opp Two Strikes
| FB |
60.00 |
40.00 |
12.50 |
34.53 |
96.00 |
9.38 |
| CB |
48.94 |
51.06 |
21.74 |
24.14 |
93.75 |
13.33 |
| SL |
53.44 |
46.56 |
24.29 |
38.30 |
91.89 |
11.76 |
| CH |
72.00 |
28.00 |
27.78 |
50.00 |
100.00 |
0.00 |
| SI |
53.44 |
46.56 |
24.29 |
38.30 |
91.89 |
11.76 |
0-0
Swings
generate_zone(sb_first_pitch_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(first_pitch_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_first_pitch_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(first_pitch_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_first_pitch_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(first_pitch_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_first_pitch_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(first_pitch_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_first_pitch_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(first_pitch_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_first_pitch_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(first_pitch_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_first_pitch_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(first_pitch_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_first_pitch_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(first_pitch_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_first_pitch_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(first_pitch_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_first_pitch_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(first_pitch_t, "Sinker", "Opp Sinkers Taken", "orange")
Missed
generate_zone(sb_first_pitch_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(first_pitch_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_first_pitch_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(first_pitch_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_first_pitch_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(first_pitch_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_first_pitch_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(first_pitch_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_first_pitch_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(first_pitch_m, "Sinker", "Opp Sinkers Missed", "orange")
2 Strikes
Swings
generate_zone(sb_two_strikes_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(two_strikes_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_two_strikes_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(two_strikes_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_two_strikes_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(two_strikes_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_two_strikes_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(two_strikes_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_two_strikes_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(two_strikes_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_two_strikes_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(two_strikes_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_two_strikes_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(two_strikes_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_two_strikes_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(two_strikes_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_two_strikes_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(two_strikes_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_two_strikes_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(two_strikes_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_two_strikes_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(two_strikes_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_two_strikes_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(two_strikes_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_two_strikes_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(two_strikes_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_two_strikes_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(two_strikes_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_two_strikes_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(two_strikes_m, "Sinker", "Opp Sinkers Missed", "orange")
